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Joseph Suarez 🐡

@jsuarez • 31,356 subscribers

I build sane open-source RL tools. MIT PhD, creator of Neural MMO and founder of PufferAI. DM for business: non-LLM sim engineering, RL R&D, infra & support.

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Releasing PufferLib 5.0: Train agents in under a second
0:30
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Releasing PufferLib 5.0: Train agents in under a second

Joseph Suarez 🐡

170,065 次观看 • 1 个月前

You can train drones in 30 seconds. This was a year ago. PufferLib is 5x faster now!
0:38
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You can train drones in 30 seconds. This was a year ago. PufferLib is 5x faster now!

Joseph Suarez 🐡

161,845 次观看 • 4 个月前

Releasing PufferLib 4.0: Train agents in seconds
0:39
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Releasing PufferLib 4.0: Train agents in seconds

Joseph Suarez 🐡

216,829 次观看 • 6 个月前

RL really sucks. It takes 10 hours just to learn breakout. ... a few years ago. It's <30 seconds on 1 GPU now in PufferLib and still dropping. Write faster code.
1:03
jsuarez's profile picture

RL really sucks. It takes 10 hours just to learn breakout. ... a few years ago. It's <30 seconds on 1 GPU now in PufferLib and still dropping. Write faster code.

Joseph Suarez 🐡

267,754 次观看 • 1 年前

PufferLib 3.0: We trained reinforcement learning agents on 1 Petabyte / 12,000 years of data with 1 server. Now you can, too! Our latest release includes algorithmic breakthroughs, massively faster training, and 10 new environments. Live demos on our site. Volume on for trailer!
0:50
jsuarez's profile picture

PufferLib 3.0: We trained reinforcement learning agents on 1 Petabyte / 12,000 years of data with 1 server. Now you can, too! Our latest release includes algorithmic breakthroughs, massively faster training, and 10 new environments. Live demos on our site. Volume on for trailer!

Joseph Suarez 🐡

194,767 次观看 • 1 年前

My thesis has been accepted - 170 pages of Neural MMO available on my github io (jsuarez5341). Thank you to my advisor Phillip Isola, my committee Pulkit Agrawal Eugene Vinitsky 🦋, and my parents Jose and Patricia Suarez, to whom I devote my thesis.
1:00:05
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My thesis has been accepted - 170 pages of Neural MMO available on my github io (jsuarez5341). Thank you to my advisor Phillip Isola, my committee Pulkit Agrawal Eugene Vinitsky 🦋, and my parents Jose and Patricia Suarez, to whom I devote my thesis.

Joseph Suarez 🐡

53,752 次观看 • 2 年前

Reinforcement Learning 10,000x Faster - an invited talk for the University of Warwick's AI summit. I share the story of Neural MMO and how a crazy out-there MMO AI project became the basis for PufferLib, the fastest RL library available today. Star puffer on github to support!
48:54
jsuarez's profile picture

Reinforcement Learning 10,000x Faster - an invited talk for the University of Warwick's AI summit. I share the story of Neural MMO and how a crazy out-there MMO AI project became the basis for PufferLib, the fastest RL library available today. Star puffer on github to support!

Joseph Suarez 🐡

16,994 次观看 • 7 个月前

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